Dataset statistics
| Number of variables | 11 |
|---|---|
| Number of observations | 801 |
| Missing cells | 0 |
| Missing cells (%) | 0.0% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 69.0 KiB |
| Average record size in memory | 88.2 B |
Variable types
| Numeric | 10 |
|---|---|
| Categorical | 1 |
gene_9175 is highly overall correlated with gene_9176 and 2 other fields | High correlation |
gene_4476 is highly overall correlated with gene_15895 and 1 other fields | High correlation |
gene_2298 is highly overall correlated with gene_220 and 2 other fields | High correlation |
gene_7964 is highly overall correlated with gene_220 and 1 other fields | High correlation |
gene_9176 is highly overall correlated with gene_9175 and 2 other fields | High correlation |
gene_220 is highly overall correlated with gene_2298 and 2 other fields | High correlation |
gene_15895 is highly overall correlated with gene_4476 and 1 other fields | High correlation |
gene_18135 is highly overall correlated with gene_9175 and 1 other fields | High correlation |
gene_219 is highly overall correlated with gene_2298 and 1 other fields | High correlation |
gene_3523 is highly overall correlated with Class | High correlation |
Class is highly overall correlated with gene_9175 and 6 other fields | High correlation |
gene_2298 has unique values | Unique |
gene_9175 has 235 (29.3%) zeros | Zeros |
gene_4476 has 105 (13.1%) zeros | Zeros |
gene_7964 has 186 (23.2%) zeros | Zeros |
gene_9176 has 361 (45.1%) zeros | Zeros |
gene_220 has 525 (65.5%) zeros | Zeros |
gene_15895 has 566 (70.7%) zeros | Zeros |
gene_18135 has 438 (54.7%) zeros | Zeros |
gene_219 has 467 (58.3%) zeros | Zeros |
gene_3523 has 31 (3.9%) zeros | Zeros |
Reproduction
| Analysis started | 2022-12-24 10:39:44.843828 |
|---|---|
| Analysis finished | 2022-12-24 10:39:52.868143 |
| Duration | 8.02 seconds |
| Software version | pandas-profiling vv3.6.1 |
| Download configuration | config.json |
gene_9175
Real number (ℝ)
HIGH CORRELATION ZEROS
| Distinct | 565 |
|---|---|
| Distinct (%) | 70.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 3.7716319 |
| Minimum | 0 |
|---|---|
| Maximum | 18.252042 |
| Zeros | 235 |
| Zeros (%) | 29.3% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 6.4 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 1.0690834 |
| Q3 | 2.7334411 |
| 95-th percentile | 17.202573 |
| Maximum | 18.252042 |
| Range | 18.252042 |
| Interquartile range (IQR) | 2.7334411 |
Descriptive statistics
| Standard deviation | 6.0300862 |
|---|---|
| Coefficient of variation (CV) | 1.5988003 |
| Kurtosis | 0.84547836 |
| Mean | 3.7716319 |
| Median Absolute Deviation (MAD) | 1.0690834 |
| Skewness | 1.6207025 |
| Sum | 3021.0772 |
| Variance | 36.36194 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0 | 235 | |
| 0.7194901312 | 2 | 0.2% |
| 1.683920981 | 2 | 0.2% |
| 0.9852818236 | 1 | 0.1% |
| 1.469833892 | 1 | 0.1% |
| 1.990664477 | 1 | 0.1% |
| 3.374302252 | 1 | 0.1% |
| 16.77640733 | 1 | 0.1% |
| 2.435975226 | 1 | 0.1% |
| 16.92105058 | 1 | 0.1% |
| Other values (555) | 555 |
| Value | Count | Frequency (%) |
| 0 | 235 | |
| 0.2065182017 | 1 | 0.1% |
| 0.2940766492 | 1 | 0.1% |
| 0.3166091843 | 1 | 0.1% |
| 0.3278023154 | 1 | 0.1% |
| 0.3311319222 | 1 | 0.1% |
| 0.3449420906 | 1 | 0.1% |
| 0.346531462 | 1 | 0.1% |
| 0.3494785145 | 1 | 0.1% |
| 0.3523065529 | 1 | 0.1% |
| Value | Count | Frequency (%) |
| 18.25204169 | 1 | |
| 18.15182917 | 1 | |
| 18.08509377 | 1 | |
| 18.01111257 | 1 | |
| 18.01099242 | 1 | |
| 17.97416248 | 1 | |
| 17.94002677 | 1 | |
| 17.89770367 | 1 | |
| 17.79990766 | 1 | |
| 17.7611941 | 1 |
gene_4476
Real number (ℝ)
HIGH CORRELATION ZEROS
| Distinct | 697 |
|---|---|
| Distinct (%) | 87.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 5.4245663 |
| Minimum | 0 |
|---|---|
| Maximum | 15.341022 |
| Zeros | 105 |
| Zeros (%) | 13.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 6.4 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 1.0247452 |
| median | 5.14681 |
| Q3 | 8.6301688 |
| 95-th percentile | 12.843185 |
| Maximum | 15.341022 |
| Range | 15.341022 |
| Interquartile range (IQR) | 7.6054236 |
Descriptive statistics
| Standard deviation | 4.3375787 |
|---|---|
| Coefficient of variation (CV) | 0.79961761 |
| Kurtosis | -1.0610337 |
| Mean | 5.4245663 |
| Median Absolute Deviation (MAD) | 3.916853 |
| Skewness | 0.35732045 |
| Sum | 4345.0776 |
| Variance | 18.814589 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0 | 105 | 13.1% |
| 6.685631847 | 1 | 0.1% |
| 5.508549083 | 1 | 0.1% |
| 3.543817546 | 1 | 0.1% |
| 7.216736159 | 1 | 0.1% |
| 0.8582197663 | 1 | 0.1% |
| 4.593144583 | 1 | 0.1% |
| 3.244171622 | 1 | 0.1% |
| 3.08841301 | 1 | 0.1% |
| 11.21859351 | 1 | 0.1% |
| Other values (687) | 687 |
| Value | Count | Frequency (%) |
| 0 | 105 | |
| 0.3386811246 | 1 | 0.1% |
| 0.3416442405 | 1 | 0.1% |
| 0.3497049617 | 1 | 0.1% |
| 0.3508366648 | 1 | 0.1% |
| 0.3552418439 | 1 | 0.1% |
| 0.3564819023 | 1 | 0.1% |
| 0.3586213138 | 1 | 0.1% |
| 0.3601956947 | 1 | 0.1% |
| 0.3884650973 | 1 | 0.1% |
| Value | Count | Frequency (%) |
| 15.34102186 | 1 | |
| 15.30754237 | 1 | |
| 14.91043193 | 1 | |
| 14.77838519 | 1 | |
| 14.7103383 | 1 | |
| 14.63967986 | 1 | |
| 14.54275379 | 1 | |
| 14.51602007 | 1 | |
| 14.39886391 | 1 | |
| 14.28579954 | 1 |
gene_2298
Real number (ℝ)
HIGH CORRELATION UNIQUE
| Distinct | 801 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 8.5710307 |
| Minimum | 2.567083 |
|---|---|
| Maximum | 10.975719 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 6.4 KiB |
Quantile statistics
| Minimum | 2.567083 |
|---|---|
| 5-th percentile | 5.8576352 |
| Q1 | 8.183943 |
| median | 8.773848 |
| Q3 | 9.3545579 |
| 95-th percentile | 10.025707 |
| Maximum | 10.975719 |
| Range | 8.4086361 |
| Interquartile range (IQR) | 1.170615 |
Descriptive statistics
| Standard deviation | 1.2175266 |
|---|---|
| Coefficient of variation (CV) | 0.14205136 |
| Kurtosis | 3.2785009 |
| Mean | 8.5710307 |
| Median Absolute Deviation (MAD) | 0.58517013 |
| Skewness | -1.5901871 |
| Sum | 6865.3956 |
| Variance | 1.482371 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 7.954109048 | 1 | 0.1% |
| 9.528922886 | 1 | 0.1% |
| 8.498673719 | 1 | 0.1% |
| 9.63811367 | 1 | 0.1% |
| 3.78001607 | 1 | 0.1% |
| 6.749882832 | 1 | 0.1% |
| 8.307492279 | 1 | 0.1% |
| 9.668954104 | 1 | 0.1% |
| 9.71412357 | 1 | 0.1% |
| 9.552354014 | 1 | 0.1% |
| Other values (791) | 791 |
| Value | Count | Frequency (%) |
| 2.567082971 | 1 | |
| 3.516645558 | 1 | |
| 3.78001607 | 1 | |
| 4.15509346 | 1 | |
| 4.195284597 | 1 | |
| 4.230479719 | 1 | |
| 4.245944344 | 1 | |
| 4.24701605 | 1 | |
| 4.271500379 | 1 | |
| 4.317607975 | 1 |
| Value | Count | Frequency (%) |
| 10.97571902 | 1 | |
| 10.64887884 | 1 | |
| 10.64392832 | 1 | |
| 10.5956864 | 1 | |
| 10.57735329 | 1 | |
| 10.49828079 | 1 | |
| 10.47197998 | 1 | |
| 10.39238183 | 1 | |
| 10.3886416 | 1 | |
| 10.37453962 | 1 |
gene_7964
Real number (ℝ)
HIGH CORRELATION ZEROS
| Distinct | 613 |
|---|---|
| Distinct (%) | 76.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 5.7185944 |
| Minimum | 0 |
|---|---|
| Maximum | 13.232343 |
| Zeros | 186 |
| Zeros (%) | 23.2% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 6.4 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0.38250126 |
| median | 7.5794668 |
| Q3 | 9.5502581 |
| 95-th percentile | 11.831996 |
| Maximum | 13.232343 |
| Range | 13.232343 |
| Interquartile range (IQR) | 9.1677569 |
Descriptive statistics
| Standard deviation | 4.562974 |
|---|---|
| Coefficient of variation (CV) | 0.7979188 |
| Kurtosis | -1.6589241 |
| Mean | 5.7185944 |
| Median Absolute Deviation (MAD) | 3.6842895 |
| Skewness | -0.16476048 |
| Sum | 4580.5941 |
| Variance | 20.820732 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0 | 186 | 23.2% |
| 0.7278769008 | 2 | 0.2% |
| 0.4776773276 | 2 | 0.2% |
| 0.3564819023 | 2 | 0.2% |
| 5.248777694 | 1 | 0.1% |
| 0.816886374 | 1 | 0.1% |
| 13.14871966 | 1 | 0.1% |
| 10.08305377 | 1 | 0.1% |
| 8.804072925 | 1 | 0.1% |
| 10.88350627 | 1 | 0.1% |
| Other values (603) | 603 |
| Value | Count | Frequency (%) |
| 0 | 186 | |
| 0.2708279156 | 1 | 0.1% |
| 0.3132458518 | 1 | 0.1% |
| 0.3278023154 | 1 | 0.1% |
| 0.3458505172 | 1 | 0.1% |
| 0.3504972471 | 1 | 0.1% |
| 0.3542264574 | 1 | 0.1% |
| 0.3564819023 | 2 | 0.2% |
| 0.3612068902 | 1 | 0.1% |
| 0.3614315041 | 1 | 0.1% |
| Value | Count | Frequency (%) |
| 13.23234297 | 1 | |
| 13.14871966 | 1 | |
| 12.79610452 | 1 | |
| 12.70020778 | 1 | |
| 12.67263749 | 1 | |
| 12.6577628 | 1 | |
| 12.62848883 | 1 | |
| 12.48165061 | 1 | |
| 12.46991649 | 1 | |
| 12.46926024 | 1 |
gene_9176
Real number (ℝ)
HIGH CORRELATION ZEROS
| Distinct | 440 |
|---|---|
| Distinct (%) | 54.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 3.9467476 |
| Minimum | 0 |
|---|---|
| Maximum | 20.585565 |
| Zeros | 361 |
| Zeros (%) | 45.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 6.4 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0.50294157 |
| Q3 | 3.1386834 |
| 95-th percentile | 18.823196 |
| Maximum | 20.585565 |
| Range | 20.585565 |
| Interquartile range (IQR) | 3.1386834 |
Descriptive statistics
| Standard deviation | 6.6905791 |
|---|---|
| Coefficient of variation (CV) | 1.6952133 |
| Kurtosis | 0.72447198 |
| Mean | 3.9467476 |
| Median Absolute Deviation (MAD) | 0.50294157 |
| Skewness | 1.5774553 |
| Sum | 3161.3448 |
| Variance | 44.763849 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0 | 361 | |
| 0.8358432487 | 2 | 0.2% |
| 1.423363028 | 1 | 0.1% |
| 0.7806460588 | 1 | 0.1% |
| 8.704778612 | 1 | 0.1% |
| 0.9325147777 | 1 | 0.1% |
| 15.91136858 | 1 | 0.1% |
| 16.38697223 | 1 | 0.1% |
| 1.304277388 | 1 | 0.1% |
| 0.4158668105 | 1 | 0.1% |
| Other values (430) | 430 |
| Value | Count | Frequency (%) |
| 0 | 361 | |
| 0.2813124909 | 1 | 0.1% |
| 0.2839217723 | 1 | 0.1% |
| 0.2940766492 | 1 | 0.1% |
| 0.3154503 | 1 | 0.1% |
| 0.3242345623 | 1 | 0.1% |
| 0.3305584 | 1 | 0.1% |
| 0.3335382288 | 1 | 0.1% |
| 0.3386811246 | 1 | 0.1% |
| 0.3405053007 | 1 | 0.1% |
| Value | Count | Frequency (%) |
| 20.585565 | 1 | |
| 19.8228322 | 1 | |
| 19.76422854 | 1 | |
| 19.63480751 | 1 | |
| 19.59748156 | 1 | |
| 19.5932744 | 1 | |
| 19.57147306 | 1 | |
| 19.51817481 | 1 | |
| 19.46957028 | 1 | |
| 19.4676752 | 1 |
gene_220
Real number (ℝ)
HIGH CORRELATION ZEROS
| Distinct | 276 |
|---|---|
| Distinct (%) | 34.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2.0902075 |
| Minimum | 0 |
|---|---|
| Maximum | 13.944996 |
| Zeros | 525 |
| Zeros (%) | 65.5% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 6.4 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0.70283482 |
| 95-th percentile | 11.887986 |
| Maximum | 13.944996 |
| Range | 13.944996 |
| Interquartile range (IQR) | 0.70283482 |
Descriptive statistics
| Standard deviation | 4.1839288 |
|---|---|
| Coefficient of variation (CV) | 2.0016811 |
| Kurtosis | 1.1953034 |
| Mean | 2.0902075 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 1.736265 |
| Sum | 1674.2562 |
| Variance | 17.50526 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0 | 525 | |
| 0.4119685104 | 2 | 0.2% |
| 12.03360539 | 1 | 0.1% |
| 11.63059932 | 1 | 0.1% |
| 12.58983838 | 1 | 0.1% |
| 0.4315694761 | 1 | 0.1% |
| 10.6637182 | 1 | 0.1% |
| 0.4655043696 | 1 | 0.1% |
| 10.09541021 | 1 | 0.1% |
| 0.5940707569 | 1 | 0.1% |
| Other values (266) | 266 |
| Value | Count | Frequency (%) |
| 0 | 525 | |
| 0.2738142446 | 1 | 0.1% |
| 0.3106891175 | 1 | 0.1% |
| 0.3343394399 | 1 | 0.1% |
| 0.3368546391 | 1 | 0.1% |
| 0.3405053007 | 1 | 0.1% |
| 0.3438057523 | 1 | 0.1% |
| 0.3491387771 | 1 | 0.1% |
| 0.3492520318 | 1 | 0.1% |
| 0.3564819023 | 1 | 0.1% |
| Value | Count | Frequency (%) |
| 13.94499567 | 1 | |
| 13.64190498 | 1 | |
| 13.55778676 | 1 | |
| 13.46747819 | 1 | |
| 13.34906002 | 1 | |
| 13.15195836 | 1 | |
| 13.14050548 | 1 | |
| 13.13803176 | 1 | |
| 12.97268189 | 1 | |
| 12.9610499 | 1 |
gene_15895
Real number (ℝ)
HIGH CORRELATION ZEROS
| Distinct | 235 |
|---|---|
| Distinct (%) | 29.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2.0325949 |
| Minimum | 0 |
|---|---|
| Maximum | 14.019113 |
| Zeros | 566 |
| Zeros (%) | 70.7% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 6.4 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0.69403327 |
| 95-th percentile | 11.798476 |
| Maximum | 14.019113 |
| Range | 14.019113 |
| Interquartile range (IQR) | 0.69403327 |
Descriptive statistics
| Standard deviation | 4.0905451 |
|---|---|
| Coefficient of variation (CV) | 2.0124743 |
| Kurtosis | 1.3423911 |
| Mean | 2.0325949 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 1.765213 |
| Sum | 1628.1085 |
| Variance | 16.73256 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0 | 566 | |
| 0.550605202 | 2 | 0.2% |
| 12.48863099 | 1 | 0.1% |
| 11.67952848 | 1 | 0.1% |
| 0.3884650973 | 1 | 0.1% |
| 11.35550527 | 1 | 0.1% |
| 10.6108772 | 1 | 0.1% |
| 9.00864431 | 1 | 0.1% |
| 11.42798846 | 1 | 0.1% |
| 1.826762016 | 1 | 0.1% |
| Other values (225) | 225 | 28.1% |
| Value | Count | Frequency (%) |
| 0 | 566 | |
| 0.3601956947 | 1 | 0.1% |
| 0.3673710656 | 1 | 0.1% |
| 0.3884650973 | 1 | 0.1% |
| 0.4002100071 | 1 | 0.1% |
| 0.402613043 | 1 | 0.1% |
| 0.4061012382 | 1 | 0.1% |
| 0.4293213699 | 1 | 0.1% |
| 0.4408459182 | 1 | 0.1% |
| 0.4514353304 | 1 | 0.1% |
| Value | Count | Frequency (%) |
| 14.01911288 | 1 | |
| 13.43999966 | 1 | |
| 12.91168971 | 1 | |
| 12.91030544 | 1 | |
| 12.90776008 | 1 | |
| 12.84556062 | 1 | |
| 12.7679775 | 1 | |
| 12.70669458 | 1 | |
| 12.68150856 | 1 | |
| 12.66653692 | 1 |
gene_18135
Real number (ℝ)
HIGH CORRELATION ZEROS
| Distinct | 359 |
|---|---|
| Distinct (%) | 44.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2.1529635 |
| Minimum | 0 |
|---|---|
| Maximum | 14.832405 |
| Zeros | 438 |
| Zeros (%) | 54.7% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 6.4 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 1.0842004 |
| 95-th percentile | 12.474877 |
| Maximum | 14.832405 |
| Range | 14.832405 |
| Interquartile range (IQR) | 1.0842004 |
Descriptive statistics
| Standard deviation | 4.1836984 |
|---|---|
| Coefficient of variation (CV) | 1.9432278 |
| Kurtosis | 1.8172963 |
| Mean | 2.1529635 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 1.8640997 |
| Sum | 1724.5237 |
| Variance | 17.503333 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0 | 438 | |
| 0.416407409 | 2 | 0.2% |
| 0.7629015479 | 2 | 0.2% |
| 0.3564819023 | 2 | 0.2% |
| 0.3851548969 | 2 | 0.2% |
| 1.641453546 | 2 | 0.2% |
| 6.878308459 | 1 | 0.1% |
| 12.60242514 | 1 | 0.1% |
| 0.816886374 | 1 | 0.1% |
| 0.540324906 | 1 | 0.1% |
| Other values (349) | 349 |
| Value | Count | Frequency (%) |
| 0 | 438 | |
| 0.2813124909 | 1 | 0.1% |
| 0.2839217723 | 1 | 0.1% |
| 0.3109217352 | 1 | 0.1% |
| 0.3118518312 | 1 | 0.1% |
| 0.3166091843 | 1 | 0.1% |
| 0.3305584 | 1 | 0.1% |
| 0.3335382288 | 1 | 0.1% |
| 0.3377681709 | 1 | 0.1% |
| 0.341530387 | 1 | 0.1% |
| Value | Count | Frequency (%) |
| 14.83240548 | 1 | |
| 14.79529393 | 1 | |
| 14.49249165 | 1 | |
| 14.45367576 | 1 | |
| 14.45283323 | 1 | |
| 14.37191274 | 1 | |
| 14.20881352 | 1 | |
| 14.2025371 | 1 | |
| 14.04435996 | 1 | |
| 13.97128308 | 1 |
gene_219
Real number (ℝ)
HIGH CORRELATION ZEROS
| Distinct | 332 |
|---|---|
| Distinct (%) | 41.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2.2735455 |
| Minimum | 0 |
|---|---|
| Maximum | 14.089633 |
| Zeros | 467 |
| Zeros (%) | 58.3% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 6.4 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 1.001442 |
| 95-th percentile | 12.293874 |
| Maximum | 14.089633 |
| Range | 14.089633 |
| Interquartile range (IQR) | 1.001442 |
Descriptive statistics
| Standard deviation | 4.3396632 |
|---|---|
| Coefficient of variation (CV) | 1.9087646 |
| Kurtosis | 1.0404812 |
| Mean | 2.2735455 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 1.691134 |
| Sum | 1821.11 |
| Variance | 18.832677 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0 | 467 | |
| 0.3851548969 | 2 | 0.2% |
| 0.3458505172 | 2 | 0.2% |
| 0.3614315041 | 2 | 0.2% |
| 12.5124837 | 1 | 0.1% |
| 11.29389118 | 1 | 0.1% |
| 12.44859644 | 1 | 0.1% |
| 0.4315694761 | 1 | 0.1% |
| 0.5225579929 | 1 | 0.1% |
| 10.80136886 | 1 | 0.1% |
| Other values (322) | 322 |
| Value | Count | Frequency (%) |
| 0 | 467 | |
| 0.2910141014 | 1 | 0.1% |
| 0.3237735637 | 1 | 0.1% |
| 0.3311319222 | 1 | 0.1% |
| 0.3335382288 | 1 | 0.1% |
| 0.341074883 | 1 | 0.1% |
| 0.341530387 | 1 | 0.1% |
| 0.3438057523 | 1 | 0.1% |
| 0.3458505172 | 2 | 0.2% |
| 0.3492520318 | 1 | 0.1% |
| Value | Count | Frequency (%) |
| 14.08963254 | 1 | |
| 13.78496195 | 1 | |
| 13.72317029 | 1 | |
| 13.72011598 | 1 | |
| 13.42966827 | 1 | |
| 13.35183644 | 1 | |
| 13.31708752 | 1 | |
| 13.26920705 | 1 | |
| 13.23962985 | 1 | |
| 13.215762 | 1 |
gene_3523
Real number (ℝ)
HIGH CORRELATION ZEROS
| Distinct | 766 |
|---|---|
| Distinct (%) | 95.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 3.0769436 |
| Minimum | 0 |
|---|---|
| Maximum | 12.867153 |
| Zeros | 31 |
| Zeros (%) | 3.9% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 6.4 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0.41640741 |
| Q1 | 1.3735647 |
| median | 2.2202371 |
| Q3 | 3.2777914 |
| 95-th percentile | 11.956387 |
| Maximum | 12.867153 |
| Range | 12.867153 |
| Interquartile range (IQR) | 1.9042267 |
Descriptive statistics
| Standard deviation | 3.0890216 |
|---|---|
| Coefficient of variation (CV) | 1.0039253 |
| Kurtosis | 3.6750399 |
| Mean | 3.0769436 |
| Median Absolute Deviation (MAD) | 0.94011218 |
| Skewness | 2.1484835 |
| Sum | 2464.6319 |
| Variance | 9.5420542 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0 | 31 | 3.9% |
| 2.233796049 | 2 | 0.2% |
| 3.211713117 | 2 | 0.2% |
| 1.868884273 | 2 | 0.2% |
| 3.43187698 | 2 | 0.2% |
| 0.5457707261 | 2 | 0.2% |
| 3.107034994 | 1 | 0.1% |
| 1.007769594 | 1 | 0.1% |
| 11.86099383 | 1 | 0.1% |
| 11.60129724 | 1 | 0.1% |
| Other values (756) | 756 |
| Value | Count | Frequency (%) |
| 0 | 31 | |
| 0.2836847598 | 1 | 0.1% |
| 0.3727292707 | 1 | 0.1% |
| 0.3815048826 | 1 | 0.1% |
| 0.3848234587 | 1 | 0.1% |
| 0.3913278068 | 1 | 0.1% |
| 0.3997726611 | 1 | 0.1% |
| 0.4003193229 | 1 | 0.1% |
| 0.4144603058 | 1 | 0.1% |
| 0.4160830742 | 1 | 0.1% |
| Value | Count | Frequency (%) |
| 12.86715323 | 1 | |
| 12.80988065 | 1 | |
| 12.74179981 | 1 | |
| 12.69287699 | 1 | |
| 12.63499931 | 1 | |
| 12.62002275 | 1 | |
| 12.51684004 | 1 | |
| 12.50949544 | 1 | |
| 12.4956427 | 1 | |
| 12.46563527 | 1 |
Class
Categorical
| Distinct | 5 |
|---|---|
| Distinct (%) | 0.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 6.4 KiB |
| BRCA | |
|---|---|
| KIRC | |
| LUAD | |
| PRAD | |
| COAD |
Length
| Max length | 4 |
|---|---|
| Median length | 4 |
| Mean length | 4 |
| Min length | 4 |
Characters and Unicode
| Total characters | 3204 |
|---|---|
| Distinct characters | 11 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | PRAD |
|---|---|
| 2nd row | LUAD |
| 3rd row | PRAD |
| 4th row | PRAD |
| 5th row | BRCA |
Common Values
| Value | Count | Frequency (%) |
| BRCA | 300 | |
| KIRC | 146 | |
| LUAD | 141 | |
| PRAD | 136 | |
| COAD | 78 | 9.7% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| brca | 300 | |
| kirc | 146 | |
| luad | 141 | |
| prad | 136 | |
| coad | 78 | 9.7% |
Most occurring characters
| Value | Count | Frequency (%) |
| A | 655 | |
| R | 582 | |
| C | 524 | |
| D | 355 | |
| B | 300 | |
| K | 146 | 4.6% |
| I | 146 | 4.6% |
| L | 141 | 4.4% |
| U | 141 | 4.4% |
| P | 136 | 4.2% |
Most occurring categories
| Value | Count | Frequency (%) |
| Uppercase Letter | 3204 |
Most frequent character per category
Uppercase Letter
| Value | Count | Frequency (%) |
| A | 655 | |
| R | 582 | |
| C | 524 | |
| D | 355 | |
| B | 300 | |
| K | 146 | 4.6% |
| I | 146 | 4.6% |
| L | 141 | 4.4% |
| U | 141 | 4.4% |
| P | 136 | 4.2% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 3204 |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| A | 655 | |
| R | 582 | |
| C | 524 | |
| D | 355 | |
| B | 300 | |
| K | 146 | 4.6% |
| I | 146 | 4.6% |
| L | 141 | 4.4% |
| U | 141 | 4.4% |
| P | 136 | 4.2% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 3204 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| A | 655 | |
| R | 582 | |
| C | 524 | |
| D | 355 | |
| B | 300 | |
| K | 146 | 4.6% |
| I | 146 | 4.6% |
| L | 141 | 4.4% |
| U | 141 | 4.4% |
| P | 136 | 4.2% |
| gene_9175 | gene_4476 | gene_2298 | gene_7964 | gene_9176 | gene_220 | gene_15895 | gene_18135 | gene_219 | gene_3523 | Class | |
|---|---|---|---|---|---|---|---|---|---|---|---|
| gene_9175 | 1.000 | 0.148 | -0.147 | -0.300 | 0.719 | -0.265 | -0.054 | 0.501 | -0.225 | -0.062 | 0.510 |
| gene_4476 | 0.148 | 1.000 | -0.179 | -0.281 | -0.030 | -0.473 | 0.515 | 0.087 | -0.442 | 0.159 | 0.532 |
| gene_2298 | -0.147 | -0.179 | 1.000 | 0.256 | -0.203 | 0.511 | -0.055 | -0.037 | 0.535 | -0.332 | 0.502 |
| gene_7964 | -0.300 | -0.281 | 0.256 | 1.000 | -0.143 | 0.510 | 0.289 | 0.060 | 0.483 | -0.127 | 0.674 |
| gene_9176 | 0.719 | -0.030 | -0.203 | -0.143 | 1.000 | -0.196 | -0.142 | 0.539 | -0.166 | -0.006 | 0.540 |
| gene_220 | -0.265 | -0.473 | 0.511 | 0.510 | -0.196 | 1.000 | -0.183 | -0.102 | 0.760 | -0.288 | 0.487 |
| gene_15895 | -0.054 | 0.515 | -0.055 | 0.289 | -0.142 | -0.183 | 1.000 | 0.146 | -0.157 | 0.026 | 0.506 |
| gene_18135 | 0.501 | 0.087 | -0.037 | 0.060 | 0.539 | -0.102 | 0.146 | 1.000 | -0.056 | -0.179 | 0.497 |
| gene_219 | -0.225 | -0.442 | 0.535 | 0.483 | -0.166 | 0.760 | -0.157 | -0.056 | 1.000 | -0.249 | 0.487 |
| gene_3523 | -0.062 | 0.159 | -0.332 | -0.127 | -0.006 | -0.288 | 0.026 | -0.179 | -0.249 | 1.000 | 0.548 |
| Class | 0.510 | 0.532 | 0.502 | 0.674 | 0.540 | 0.487 | 0.506 | 0.497 | 0.487 | 0.548 | 1.000 |
A simple visualization of nullity by column.
Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.
| gene_9175 | gene_4476 | gene_2298 | gene_7964 | gene_9176 | gene_220 | gene_15895 | gene_18135 | gene_219 | gene_3523 | Class | |
|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 17.173570 | 6.685632 | 7.954109 | 5.248778 | 18.525161 | 0.591871 | 0.000000 | 6.878308 | 0.591871 | 1.822037 | PRAD |
| 1 | 0.000000 | 12.607000 | 7.709173 | 3.890826 | 0.000000 | 0.000000 | 10.068832 | 0.000000 | 0.000000 | 1.327170 | LUAD |
| 2 | 14.818422 | 1.074163 | 4.195285 | 1.074163 | 16.053597 | 0.452595 | 0.000000 | 12.900029 | 0.000000 | 2.438799 | PRAD |
| 3 | 17.371079 | 7.608721 | 7.782441 | 2.650029 | 18.371794 | 0.434882 | 0.000000 | 13.907304 | 1.039419 | 1.039419 | PRAD |
| 4 | 1.580097 | 6.065038 | 8.580364 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 2.678342 | BRCA |
| 5 | 16.064835 | 0.000000 | 8.635671 | 1.194150 | 17.398084 | 0.515410 | 0.000000 | 13.971283 | 0.000000 | 1.442280 | PRAD |
| 6 | 0.000000 | 0.000000 | 9.825555 | 11.834084 | 0.000000 | 5.683107 | 0.000000 | 0.000000 | 6.880294 | 2.448452 | KIRC |
| 7 | 15.748748 | 1.053042 | 9.764646 | 6.545968 | 17.604560 | 0.441802 | 0.000000 | 12.303729 | 1.655260 | 0.779554 | PRAD |
| 8 | 1.683921 | 9.267288 | 8.716442 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 1.554049 | 0.000000 | 1.913148 | BRCA |
| 9 | 16.780578 | 0.000000 | 8.288423 | 8.650973 | 17.853785 | 0.000000 | 0.000000 | 14.208814 | 0.000000 | 1.851199 | PRAD |
| gene_9175 | gene_4476 | gene_2298 | gene_7964 | gene_9176 | gene_220 | gene_15895 | gene_18135 | gene_219 | gene_3523 | Class | |
|---|---|---|---|---|---|---|---|---|---|---|---|
| 791 | 0.677982 | 6.314412 | 9.127963 | 0.000000 | 0.000000 | 0.0 | 0.000000 | 0.000000 | 0.000000 | 2.925753 | BRCA |
| 792 | 0.000000 | 0.358621 | 9.076658 | 0.000000 | 0.000000 | 0.0 | 0.000000 | 0.000000 | 0.000000 | 2.958286 | BRCA |
| 793 | 1.671293 | 4.443441 | 7.766058 | 0.000000 | 1.496104 | 0.0 | 0.000000 | 0.000000 | 0.000000 | 1.065228 | BRCA |
| 794 | 16.593439 | 4.376693 | 8.679061 | 6.985056 | 18.308437 | 0.0 | 3.176897 | 8.131929 | 0.416948 | 2.005867 | PRAD |
| 795 | 0.429107 | 10.935452 | 9.918219 | 10.558440 | 0.000000 | 0.0 | 10.519233 | 0.429107 | 0.000000 | 1.450063 | LUAD |
| 796 | 1.955573 | 2.841671 | 8.322469 | 0.000000 | 1.611739 | 0.0 | 0.000000 | 0.000000 | 0.000000 | 2.354001 | BRCA |
| 797 | 0.618051 | 13.267189 | 8.689177 | 9.488065 | 0.000000 | 0.0 | 12.005982 | 0.000000 | 0.000000 | 2.073340 | LUAD |
| 798 | 3.648673 | 3.759742 | 8.375913 | 7.092662 | 4.812406 | 0.0 | 4.677458 | 3.911778 | 1.002595 | 9.643669 | COAD |
| 799 | 16.418269 | 6.303653 | 8.292179 | 8.328302 | 18.166516 | 0.0 | 3.239566 | 12.741256 | 0.000000 | 0.000000 | PRAD |
| 800 | 15.605103 | 11.067508 | 8.162698 | 1.603929 | 16.864488 | 0.0 | 0.000000 | 8.390233 | 1.603929 | 3.083894 | PRAD |